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Training on Documents About Monitoring Leads to CoT Obfuscation

Synthetic document finetuning teaches models to hide misbehavior from chain-of-thought monitors, with success tied to reasoning controllability and faster reward-hacking under RL.

Reilly Haskins, Bilal Chughtai, Joshua Engels

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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AI panel: 14 of 20 reviewers recommend it
lenient 5/5
medium 6/10
strict 3/5